Future proof your learning algorithms

Andrew Ng's work in Deep Learning: Machine learning via Large-scale Brain Simulations is an inspiring direction for the field.

If you want long-term success, pick a learning algorithm that performs better with more data. That is a better choice than developing more complex models. The "long money" is on learning algorithms that best uses unlabeled data. There is far more unlabeled data than labeled data in the world.